Matches in SemOpenAlex for { <https://semopenalex.org/work/W2887019297> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W2887019297 abstract "Students' dropout rate is a key metric in online and open distance learning courses. We propose a time-series classification method to construct data based on students' behaviour and activities on a number of online distance learning modules. Further, we propose a dropout prediction model based on the time series forest (TSF) classification algorithm. The proposed predictive model is based on interaction data and is independent of learning objectives and subject domains. The model enables prediction of dropout rates without the requirement for pedagogical experts. Results show that the prediction accuracy on two selected datasets increases as the portion of data used in the model grows. However, a reasonable prediction accuracy of 0.84 is possible with only 5% of the dataset processed. As a result, early prediction can help instructors design interventions to encourage course completion before a student falls too far behind." @default.
- W2887019297 created "2018-08-22" @default.
- W2887019297 creator A5012751971 @default.
- W2887019297 creator A5047969493 @default.
- W2887019297 creator A5054697496 @default.
- W2887019297 creator A5087708777 @default.
- W2887019297 date "2018-07-01" @default.
- W2887019297 modified "2023-10-17" @default.
- W2887019297 title "A Time Series Classification Method for Behaviour-Based Dropout Prediction" @default.
- W2887019297 cites W2046149904 @default.
- W2887019297 cites W2098065385 @default.
- W2887019297 cites W2166547175 @default.
- W2887019297 cites W2546314413 @default.
- W2887019297 cites W2555077524 @default.
- W2887019297 cites W2581333443 @default.
- W2887019297 cites W2611285220 @default.
- W2887019297 cites W2769342982 @default.
- W2887019297 cites W2784858159 @default.
- W2887019297 cites W2963507566 @default.
- W2887019297 doi "https://doi.org/10.1109/icalt.2018.00052" @default.
- W2887019297 hasPublicationYear "2018" @default.
- W2887019297 type Work @default.
- W2887019297 sameAs 2887019297 @default.
- W2887019297 citedByCount "22" @default.
- W2887019297 countsByYear W28870192972019 @default.
- W2887019297 countsByYear W28870192972020 @default.
- W2887019297 countsByYear W28870192972021 @default.
- W2887019297 countsByYear W28870192972022 @default.
- W2887019297 countsByYear W28870192972023 @default.
- W2887019297 crossrefType "proceedings-article" @default.
- W2887019297 hasAuthorship W2887019297A5012751971 @default.
- W2887019297 hasAuthorship W2887019297A5047969493 @default.
- W2887019297 hasAuthorship W2887019297A5054697496 @default.
- W2887019297 hasAuthorship W2887019297A5087708777 @default.
- W2887019297 hasBestOaLocation W28870192972 @default.
- W2887019297 hasConcept C119857082 @default.
- W2887019297 hasConcept C124101348 @default.
- W2887019297 hasConcept C127413603 @default.
- W2887019297 hasConcept C143724316 @default.
- W2887019297 hasConcept C151406439 @default.
- W2887019297 hasConcept C151730666 @default.
- W2887019297 hasConcept C154945302 @default.
- W2887019297 hasConcept C162324750 @default.
- W2887019297 hasConcept C176217482 @default.
- W2887019297 hasConcept C187736073 @default.
- W2887019297 hasConcept C199360897 @default.
- W2887019297 hasConcept C21547014 @default.
- W2887019297 hasConcept C26517878 @default.
- W2887019297 hasConcept C2776145597 @default.
- W2887019297 hasConcept C2780801425 @default.
- W2887019297 hasConcept C2780898871 @default.
- W2887019297 hasConcept C38652104 @default.
- W2887019297 hasConcept C41008148 @default.
- W2887019297 hasConcept C86803240 @default.
- W2887019297 hasConceptScore W2887019297C119857082 @default.
- W2887019297 hasConceptScore W2887019297C124101348 @default.
- W2887019297 hasConceptScore W2887019297C127413603 @default.
- W2887019297 hasConceptScore W2887019297C143724316 @default.
- W2887019297 hasConceptScore W2887019297C151406439 @default.
- W2887019297 hasConceptScore W2887019297C151730666 @default.
- W2887019297 hasConceptScore W2887019297C154945302 @default.
- W2887019297 hasConceptScore W2887019297C162324750 @default.
- W2887019297 hasConceptScore W2887019297C176217482 @default.
- W2887019297 hasConceptScore W2887019297C187736073 @default.
- W2887019297 hasConceptScore W2887019297C199360897 @default.
- W2887019297 hasConceptScore W2887019297C21547014 @default.
- W2887019297 hasConceptScore W2887019297C26517878 @default.
- W2887019297 hasConceptScore W2887019297C2776145597 @default.
- W2887019297 hasConceptScore W2887019297C2780801425 @default.
- W2887019297 hasConceptScore W2887019297C2780898871 @default.
- W2887019297 hasConceptScore W2887019297C38652104 @default.
- W2887019297 hasConceptScore W2887019297C41008148 @default.
- W2887019297 hasConceptScore W2887019297C86803240 @default.
- W2887019297 hasLocation W28870192971 @default.
- W2887019297 hasLocation W28870192972 @default.
- W2887019297 hasOpenAccess W2887019297 @default.
- W2887019297 hasPrimaryLocation W28870192971 @default.
- W2887019297 hasRelatedWork W2080650820 @default.
- W2887019297 hasRelatedWork W2150798635 @default.
- W2887019297 hasRelatedWork W2348611631 @default.
- W2887019297 hasRelatedWork W2378408753 @default.
- W2887019297 hasRelatedWork W2555500570 @default.
- W2887019297 hasRelatedWork W2765778365 @default.
- W2887019297 hasRelatedWork W2887019297 @default.
- W2887019297 hasRelatedWork W3196596949 @default.
- W2887019297 hasRelatedWork W4246357244 @default.
- W2887019297 hasRelatedWork W4280592718 @default.
- W2887019297 isParatext "false" @default.
- W2887019297 isRetracted "false" @default.
- W2887019297 magId "2887019297" @default.
- W2887019297 workType "article" @default.